Fundamental design of an autonomous underwater vehicle with camera-based object detection
The autonomous underwater vehicle (AUV) has received considerable attention within the last decades. In this paper, few aspects were involved in the designing of an AUV including mechanical structures design, selection of materials, use of electronics and sensors and software algorithms. The algorit...
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2020
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sg-ntu-dr.10356-1404342023-03-04T19:59:53Z Fundamental design of an autonomous underwater vehicle with camera-based object detection Ng, Wei Quan Cai Yiyu School of Mechanical and Aerospace Engineering MYYCai@ntu.edu.sg Engineering::Mechanical engineering::Robots Engineering::Mechanical engineering::Prototyping The autonomous underwater vehicle (AUV) has received considerable attention within the last decades. In this paper, few aspects were involved in the designing of an AUV including mechanical structures design, selection of materials, use of electronics and sensors and software algorithms. The algorithms of software were divided into three parts which are object detection, controlling and path planning. This paper aims to review the state-of-the-art techniques in underwater image processing in real-time. The algorithm applied for the object recognition in the study was You-Only-Look-Once (YOLO) by Joseph Redmon. This research paper collaborated with Fundamental Design of an Autonomous Underwater Vehicle with Sonar-based SLAM by Siddesh Govind. The details of the path planning by using SLAM and electricals overview were written in the collaborative paper. Bachelor of Engineering (Mechanical Engineering) 2020-05-29T02:16:21Z 2020-05-29T02:16:21Z 2020 Final Year Project (FYP) https://hdl.handle.net/10356/140434 en C078 application/pdf Nanyang Technological University |
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Engineering::Mechanical engineering::Robots Engineering::Mechanical engineering::Prototyping Ng, Wei Quan Fundamental design of an autonomous underwater vehicle with camera-based object detection |
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The autonomous underwater vehicle (AUV) has received considerable attention within the last decades. In this paper, few aspects were involved in the designing of an AUV including mechanical structures design, selection of materials, use of electronics and sensors and software algorithms. The algorithms of software were divided into three parts which are object detection, controlling and path planning. This paper aims to review the state-of-the-art techniques in underwater image processing in real-time. The algorithm applied for the object recognition in the study was You-Only-Look-Once (YOLO) by Joseph Redmon. This research paper collaborated with Fundamental Design of an Autonomous Underwater Vehicle with Sonar-based SLAM by Siddesh Govind. The details of the path planning by using SLAM and electricals overview were written in the collaborative paper. |
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Cai Yiyu |
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Cai Yiyu Ng, Wei Quan |
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Final Year Project |
author |
Ng, Wei Quan |
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Ng, Wei Quan |
title |
Fundamental design of an autonomous underwater vehicle with camera-based object detection |
title_short |
Fundamental design of an autonomous underwater vehicle with camera-based object detection |
title_full |
Fundamental design of an autonomous underwater vehicle with camera-based object detection |
title_fullStr |
Fundamental design of an autonomous underwater vehicle with camera-based object detection |
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Fundamental design of an autonomous underwater vehicle with camera-based object detection |
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fundamental design of an autonomous underwater vehicle with camera-based object detection |
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Nanyang Technological University |
publishDate |
2020 |
url |
https://hdl.handle.net/10356/140434 |
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1759853046484959232 |